Crémieux Profile picture
Oct 11, 2024 18 tweets 7 min read Read on X
The Nazca Lines are an amazing sight to see.

It took nearly a century to figure out just 430 of these Nazca geoglyphs, but now AI nearly doubled the number overnight, adding 303 new geoglyphs to our knowledge.

AI might've also revealed why the Nazca lines were constructed!🧵 Image
For background, the Nazca lines are a set of exceptionally well-preserved geoglyphs and walking routes that exist in the agriculturally-unsuitable Nazca Pampa region.

The traditionally-known lines seem to depict things that make sense. For example, here's a spider: Image
Line construction is a practice from the region that's at least 2,000 years old and it results in lots of very interpretable pictures, like this monkey: Image
The lines have been classified into many types.

It's believed that the different types are distributed in geographically distinct areas, created in different times, and most obviously, that they have different meanings. Image
The new lines discovered by AI are a bit harder for humans to understand or pick out, but when the AI points them out, it becomes apparent we were overlooking them, perhaps because they're so weird and foreign to us

They're also older and smaller than known ones. Take a look: Image
These newly-discovered Nazca lines depict very figurative rather than literal shapes, but they also depict ritual, and maybe even lawgiving or war.

These lines are weird precisely because they had to be distinct to suit their purpose.

I'll come back to this. Image
The new lines were found by the AI like so.

The AI highlighted certain areas as being particularly 'line-like' (A), and then the researchers visually inspected the photographs the AI had been provided (B).

After the AI pointed it out, it was often clear something was there. Image
This exercise was repeated over and over again throughout the whole region between Lima and Nazca, leading to a lot of new targets. Image
The team then set out on foot and by drone to see if the lines were real, in-person.

Real lines are clearly dug into the ground and often contain artefacts like pottery shards and such.

The AI found them and the humans confirmed them. Image
A very large number of these new discoveries went overlooked for so long because they were reliefs.

Reliefs are less distinct in the landscape, but are still persistent, like the better-known lines. They also depict different things than the lines do: Image
When you look at the reliefs, you'll see evidence of ancient domestication and lawgiving or warring.

The lines, however, more often just depict an animal. Why might they be so different? It's not like the complexity differed all that much. Image
Here's the meat:

What makes these lines so interesting is that the AI makes it clear that they had distinct purposes.

The relief-type lines that show people and such? Well, those mark trail-heads. They're less distinct because you're intended to be close to them! Image
If you wanted to navigate across the region, you could walk until you saw a certain relief, and then you'd know what trail to take!

Critically, this network was informal. The state, however, made a formal network leading to the Cahuachi Pyramids, which were a ceremonial center. Image
The lines rather than reliefs are younger because they're associated with state formation/organization.

The region's state co-opted the informal, cultural practice of making reliefs for navigation in order to set up the line network to get to and be seen from the temple complex! Image
And there we have it! We might now know the purpose of and who funded the Nazca lines. (Thanks, AI!)

To review, there's an old, informal line network used for navigation. You walk up a trail, you see a relief. The number of these known just blew up due to AI.
The old informal line network where you see a relief then you go down the right trail was formalized by the region's state to create massive lines, sharp breaks that are more obvious from a distance

These lead to and support the temple complex, facilitating worship/organization Image
And guess what? With the power of AI, we're just getting started.

The authors of the study said that there are more than 250 additional geoglyphs flagged by the AI, which they didn't have the time to examine in person.

What else will we learn about this ancient civilization? Image
If you want to read the study, you can do so here: pnas.org/doi/10.1073/pn…

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More from @cremieuxrecueil

Apr 16
Compared to twenty years ago, kids are eating some types of ultraprocessed foods more and some types less🧵

For example, one thing there's proportionally less of is sugar-sweetened beverage consumption. Meanwhile, there's relatively greater sweet snack consumption. Image
Overall, the ultraprocessed food (UPF) consumption share is up across young ages to similar degrees.

The increase is definitely there, but it isn't dramatic. For example, going from 61% to 67.5% is an 11% increase in twenty years. Image
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Apr 16
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Apr 14
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Or if they're read up on the literature, they now think things are reversing.

Both are wrong! Take a look at this chart of Norwegian data: Image
If you don't understand what those tests are like, here are some example questions: Image
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Apr 13
A new UBI experiment has come out.

This time... it seems like it worked🧵 Image
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Attrition seemed unselective. So onto results!
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Apr 11
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A: The group seeking fatherhood.
B: The group not seeking fatherhood.
C: The group of already-dads.
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Group B received the GLP-1 drug liraglutide.

Group C received daily transdermal testosterone.

This goes on for four months. Image
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Apr 9
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With surging oil prices, their GDP leaped ahead at a staggering pace: Image
With rising wages due to the oil sector, wages elsewhere in the economy have to rise, even in sectors that didn't get more productive

If those wages didn't rise, no one would want to do those jobs: Butlers in different countries equally butle, but are paid very different amounts Image
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